SAFE
The core of this job — buying produce, butchering, tasting, adjusting heat, plating on someone else's timeline in someone else's kitchen — is manual work in a space no robot is deployed in. AI takes over the paperwork edges: menu ideation, recipe scaling, nutrition math, grocery lists, and dietary-restriction cross-checks. What buyers actually pay for is a trusted person in their home who knows the family's allergies, moods, and preferences and is accountable when a dinner party goes sideways.
Tasks largely resist digitisation. Selecting fish at a market by smell, breaking down a whole chicken, judging when a sauce has broken and correcting it, and holding a four-course service to a host's shifting arrival time are physical and sensory judgments no software executes — only the ordering lists and macro counts have moved off the cook's plate, which is why this sits at 17 rather than mid-range.
Hands-on in uncontrolled environments. You work standing in a stranger's domestic kitchen with unfamiliar burners, dull knives, a temperamental oven and a toddler underfoot, carrying groceries in and hauling stock pots — an uncontrolled, unstandardised space that no kitchen robotics pilot targets, hence 19 rather than the 13-15 of a fixed commercial line.
No licence, no signature requirement. No state licences private household cooks; a ServSafe card or food handler permit is at most a hiring preference and the employer, not a licensing board, is who removes you — so 3 reflects a real but non-statutory food-safety expectation, not a protected credential.
The human relationship is the product. Clients hire you because you hold the keys, know which child's peanut allergy is anaphylactic, and cook around a spouse's chemotherapy nausea; that intimacy is the product, though it stops just short of 20 because household staff are still replaced when a family relocates or economises.
Meaningful discretion. You decide substitutions when the fishmonger is out, whether reheated stock is still safe, and how to feed six unexpected guests from what's in the pantry — genuine discretion inside a brief the employer sets, which is why this is 11 and not the 15+ of someone owning consequential calls no one else reviews.
Has AI actually changed your work?